Question 1

What does QualityQuotes AI actually do?

Accepted Answer

It audits service quotes. You paste a price or describe a job. We tell you the fair-market price, the range, a confidence score, and any risk flags — with the math attached.

Question 2

Where does your pricing data come from?

Accepted Answer

A blend of industry benchmarks, regional labor and materials data, and AI cost decomposition. Every report shows the assumptions so you can challenge them.

Question 3

Is the AI biased toward buyers or sellers?

Accepted Answer

Neither. The engine doesn't know which side you're on unless you tell it. Same math runs whether you're checking a quote or sending one.

Question 4

How accurate is it?

Accepted Answer

Every audit ships with a 0–100 confidence score. High-confidence audits (75+) typically land within 8–12% of an expert estimate. We tell you the score so you know how much weight to give the number.

Question 5

Can I share a report?

Accepted Answer

Yes. Every report gets a public share link and an audit ID. Anyone with the link can verify it's genuine — screenshots can't be forged because the report re-renders from our servers.

Question 6

Can a contractor or client edit a shared report?

Accepted Answer

No. Reports are read-only once issued. Re-running an audit creates a new report with a new audit ID.

Question 7

Is there a free tier?

Accepted Answer

Yes. 3 audits per day, no credit card. See pricing for Pro and Business plans.

Question 8

Do you store my quotes?

Accepted Answer

Yes, in your account, so you can search history and re-open old audits. Public sharing is opt-in per quote. We do not sell your data.

Question 9

Which industries do you support?

Accepted Answer

22 categories across home services, professional services, freelance, procurement, and insurance. See the industries page for the full list.

Question 10

Can I get a refund?

Accepted Answer

Yes, within 14 days of the first charge. Email us.

Question 11

Do you support enterprise / API access?

Accepted Answer

API access is in preview on the Business plan. Reach out and we'll get you a key.

Question 12

Who built this?

Accepted Answer

Imperator Labs. We built QualityQuotes AI because every service category has the same broken pattern: the buyer can't tell if the price is fair, and the seller can't tell if they're leaving money on the table.

Frequently asked questions